{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Target\n",
    "\n",
    "![](http://r-statistics.co/screenshots/ggplot_masterlist_43.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df= pd.read_csv(\"https://raw.githubusercontent.com/jkeirstead/r-slopegraph/master/cancer_survival_rates.csv\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>group</th>\n",
       "      <th>year</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Oral cavity</td>\n",
       "      <td>5</td>\n",
       "      <td>56.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Oesophagus</td>\n",
       "      <td>5</td>\n",
       "      <td>14.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Stomach</td>\n",
       "      <td>5</td>\n",
       "      <td>23.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Colon</td>\n",
       "      <td>5</td>\n",
       "      <td>61.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Rectum</td>\n",
       "      <td>5</td>\n",
       "      <td>62.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         group  year  value\n",
       "0  Oral cavity     5   56.7\n",
       "1   Oesophagus     5   14.2\n",
       "2      Stomach     5   23.8\n",
       "3        Colon     5   61.7\n",
       "4       Rectum     5   62.6"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
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\"Leukaemias\", \"value\": 32.4, \"year\": 10}, {\"group\": \"Oral cavity\", \"value\": 37.5, \"year\": 15}, {\"group\": \"Oesophagus\", \"value\": 7.7, \"year\": 15}, {\"group\": \"Stomach\", \"value\": 19.0, \"year\": 15}, {\"group\": \"Colon\", \"value\": 53.9, \"year\": 15}, {\"group\": \"Rectum\", \"value\": 51.8, \"year\": 15}, {\"group\": \"Liver and intrahepatic bile duct\", \"value\": 6.3, \"year\": 15}, {\"group\": \"Pancreas\", \"value\": 2.7, \"year\": 15}, {\"group\": \"Larynx\", \"value\": 45.8, \"year\": 15}, {\"group\": \"Lung and bronchus\", \"value\": 8.1, \"year\": 15}, {\"group\": \"Melanomas\", \"value\": 83.5, \"year\": 15}, {\"group\": \"Breast\", \"value\": 71.3, \"year\": 15}, {\"group\": \"Cervix uteri\", \"value\": 62.8, \"year\": 15}, {\"group\": \"Corpus uteri and uterus\", \"value\": 80.8, \"year\": 15}, {\"group\": \"Ovary\", \"value\": 49.9, \"year\": 15}, {\"group\": \"Prostate\", \"value\": 87.1, \"year\": 15}, {\"group\": \"Testis\", \"value\": 91.1, 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"
     },
     "metadata": {
      "jupyter-vega": "#ac102448-1338-4110-9edf-143aaeb49ebc"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from altair import *\n",
    "#c = Chart(df).mark_line(color='#CD4F39').encode(x='year',y='group').configure_cell(width=200, height=200) +\\ \n",
    "Chart(df).mark_text(color='#CD4F39').encode(x='year',\n",
    "                                            y=Y('group', sort=SortField(op='mean', field='value', order='descending')),\n",
    "                                            text='value').configure_cell(width=200, height=200) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"2e1b5145-27d5-4238-8517-6094e36fd6dd\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#2e1b5145-27d5-4238-8517-6094e36fd6dd"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"data\": {\"values\": [{\"group\": \"Oral cavity\", \"value\": 56.7, \"year\": 5}, {\"group\": \"Oesophagus\", \"value\": 14.2, \"year\": 5}, {\"group\": \"Stomach\", \"value\": 23.8, \"year\": 5}, {\"group\": \"Colon\", \"value\": 61.7, \"year\": 5}, {\"group\": \"Rectum\", \"value\": 62.6, \"year\": 5}, {\"group\": \"Liver and intrahepatic bile duct\", \"value\": 7.5, \"year\": 5}, {\"group\": \"Pancreas\", \"value\": 4.0, \"year\": 5}, {\"group\": \"Larynx\", \"value\": 68.8, \"year\": 5}, {\"group\": \"Lung and bronchus\", \"value\": 15.0, \"year\": 5}, {\"group\": \"Melanomas\", \"value\": 89.0, \"year\": 5}, {\"group\": \"Breast\", \"value\": 86.4, \"year\": 5}, {\"group\": \"Cervix uteri\", \"value\": 70.5, \"year\": 5}, {\"group\": \"Corpus uteri and uterus\", \"value\": 84.3, \"year\": 5}, {\"group\": \"Ovary\", \"value\": 55.0, \"year\": 5}, {\"group\": \"Prostate\", \"value\": 98.8, \"year\": 5}, {\"group\": \"Testis\", \"value\": 94.7, \"year\": 5}, {\"group\": \"Urinary bladder\", \"value\": 82.1, \"year\": 5}, {\"group\": \"Kidney and renal pelvis\", \"value\": 61.8, \"year\": 5}, {\"group\": \"Brain and other nervous system\", \"value\": 32.0, \"year\": 5}, {\"group\": \"Thyroid\", \"value\": 96.0, \"year\": 5}, {\"group\": \"Hodgkin's disease\", \"value\": 85.1, \"year\": 5}, {\"group\": \"Non-Hodgkin lymphomas\", \"value\": 57.8, \"year\": 5}, {\"group\": \"Multiple myeloma\", \"value\": 29.5, \"year\": 5}, {\"group\": \"Leukaemias\", \"value\": 42.5, \"year\": 5}, {\"group\": \"Oral cavity\", \"value\": 44.2, \"year\": 10}, {\"group\": \"Oesophagus\", \"value\": 7.9, \"year\": 10}, {\"group\": \"Stomach\", \"value\": 19.4, \"year\": 10}, {\"group\": \"Colon\", \"value\": 55.4, \"year\": 10}, {\"group\": \"Rectum\", \"value\": 55.2, \"year\": 10}, {\"group\": \"Liver and intrahepatic bile duct\", \"value\": 5.8, \"year\": 10}, {\"group\": \"Pancreas\", \"value\": 3.0, \"year\": 10}, {\"group\": \"Larynx\", \"value\": 56.7, \"year\": 10}, {\"group\": \"Lung and bronchus\", \"value\": 10.6, \"year\": 10}, {\"group\": \"Melanomas\", \"value\": 86.7, \"year\": 10}, {\"group\": \"Breast\", \"value\": 78.3, \"year\": 10}, {\"group\": \"Cervix uteri\", \"value\": 64.1, \"year\": 10}, {\"group\": \"Corpus uteri and uterus\", \"value\": 83.2, \"year\": 10}, {\"group\": \"Ovary\", \"value\": 49.3, \"year\": 10}, {\"group\": \"Prostate\", \"value\": 95.2, \"year\": 10}, {\"group\": \"Testis\", \"value\": 94.0, \"year\": 10}, {\"group\": \"Urinary bladder\", \"value\": 76.2, \"year\": 10}, {\"group\": \"Kidney and renal pelvis\", \"value\": 54.4, \"year\": 10}, {\"group\": \"Brain and other nervous system\", \"value\": 29.2, \"year\": 10}, {\"group\": \"Thyroid\", \"value\": 95.8, \"year\": 10}, {\"group\": \"Hodgkin's disease\", \"value\": 79.8, \"year\": 10}, {\"group\": \"Non-Hodgkin lymphomas\", \"value\": 46.3, \"year\": 10}, {\"group\": \"Multiple myeloma\", \"value\": 12.7, \"year\": 10}, {\"group\": \"Leukaemias\", \"value\": 32.4, \"year\": 10}, {\"group\": \"Oral cavity\", \"value\": 37.5, \"year\": 15}, {\"group\": \"Oesophagus\", \"value\": 7.7, \"year\": 15}, {\"group\": \"Stomach\", \"value\": 19.0, \"year\": 15}, {\"group\": \"Colon\", \"value\": 53.9, \"year\": 15}, {\"group\": \"Rectum\", \"value\": 51.8, \"year\": 15}, {\"group\": \"Liver and intrahepatic bile duct\", \"value\": 6.3, \"year\": 15}, {\"group\": \"Pancreas\", \"value\": 2.7, \"year\": 15}, {\"group\": \"Larynx\", \"value\": 45.8, \"year\": 15}, {\"group\": \"Lung and bronchus\", \"value\": 8.1, \"year\": 15}, {\"group\": \"Melanomas\", \"value\": 83.5, \"year\": 15}, {\"group\": \"Breast\", \"value\": 71.3, \"year\": 15}, {\"group\": \"Cervix uteri\", \"value\": 62.8, \"year\": 15}, {\"group\": \"Corpus uteri and uterus\", \"value\": 80.8, \"year\": 15}, {\"group\": \"Ovary\", \"value\": 49.9, \"year\": 15}, {\"group\": \"Prostate\", \"value\": 87.1, \"year\": 15}, {\"group\": \"Testis\", \"value\": 91.1, \"year\": 15}, {\"group\": \"Urinary bladder\", \"value\": 70.3, \"year\": 15}, {\"group\": \"Kidney and renal pelvis\", \"value\": 49.8, \"year\": 15}, {\"group\": \"Brain and other nervous system\", \"value\": 27.6, \"year\": 15}, {\"group\": \"Thyroid\", \"value\": 94.0, \"year\": 15}, {\"group\": \"Hodgkin's disease\", \"value\": 73.8, \"year\": 15}, {\"group\": \"Non-Hodgkin lymphomas\", \"value\": 38.3, \"year\": 15}, {\"group\": \"Multiple myeloma\", \"value\": 7.0, \"year\": 15}, {\"group\": \"Leukaemias\", \"value\": 29.7, \"year\": 15}, {\"group\": \"Oral cavity\", \"value\": 33.0, \"year\": 20}, {\"group\": \"Oesophagus\", \"value\": 5.4, \"year\": 20}, {\"group\": \"Stomach\", \"value\": 14.9, \"year\": 20}, {\"group\": \"Colon\", \"value\": 52.3, \"year\": 20}, {\"group\": \"Rectum\", \"value\": 49.2, \"year\": 20}, {\"group\": \"Liver and intrahepatic bile duct\", \"value\": 7.6, \"year\": 20}, {\"group\": \"Pancreas\", \"value\": 2.7, \"year\": 20}, {\"group\": \"Larynx\", \"value\": 37.8, \"year\": 20}, {\"group\": \"Lung and bronchus\", \"value\": 6.5, \"year\": 20}, {\"group\": \"Melanomas\", \"value\": 82.8, \"year\": 20}, {\"group\": \"Breast\", \"value\": 65.0, \"year\": 20}, {\"group\": \"Cervix uteri\", \"value\": 60.0, \"year\": 20}, {\"group\": \"Corpus uteri and uterus\", \"value\": 79.2, \"year\": 20}, {\"group\": \"Ovary\", \"value\": 49.6, \"year\": 20}, {\"group\": \"Prostate\", \"value\": 81.1, \"year\": 20}, {\"group\": \"Testis\", \"value\": 88.2, \"year\": 20}, {\"group\": \"Urinary bladder\", \"value\": 67.9, \"year\": 20}, {\"group\": \"Kidney and renal pelvis\", \"value\": 47.3, \"year\": 20}, {\"group\": \"Brain and other nervous system\", \"value\": 26.1, \"year\": 20}, {\"group\": \"Thyroid\", \"value\": 95.4, \"year\": 20}, {\"group\": \"Hodgkin's disease\", \"value\": 67.1, \"year\": 20}, {\"group\": \"Non-Hodgkin lymphomas\", \"value\": 34.3, \"year\": 20}, {\"group\": \"Multiple myeloma\", \"value\": 4.8, \"year\": 20}, {\"group\": \"Leukaemias\", \"value\": 26.2, \"year\": 20}]}, \"encoding\": {\"y\": {\"sort\": {\"field\": \"value\", \"order\": \"descending\", \"op\": \"mean\"}, \"field\": \"value\", \"type\": \"quantitative\"}, \"x\": {\"field\": \"year\", \"type\": \"quantitative\"}}, \"config\": {\"cell\": {\"width\": 200.0, \"height\": 200.0}, \"mark\": {\"color\": \"#CD4F39\"}}, \"mark\": \"line\"};\n",
       "var selector = \"#2e1b5145-27d5-4238-8517-6094e36fd6dd\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#2e1b5145-27d5-4238-8517-6094e36fd6dd"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#2e1b5145-27d5-4238-8517-6094e36fd6dd"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Chart(df).mark_line(color='#CD4F39').encode(x='year',\n",
    "                                            y=Y('group', sort=SortField(op='mean', field='value', order='descending'))).configure_cell(width=200, height=200) \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TODO\n",
    "\n",
    "1. Okay, this one looks difficult. Do we need different rows for different types of cancers?"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
